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Invariant-Driven Architecture: 20 M transactions on a "80/mo Cloud VM.
12+ min ago (571+ words) " This is Part 2. Part 1 " Postgres-grade serializable at 20k ops/s on a laptop (don't try this at. .. Tagged with database, performance, go, cloud....
Model Routing Cost Checklist: Hosted APIs, Open Models, Or Self-Hosted Inference?
36+ min ago (350+ words) Originally published on Tech Saa S Cloud The model question founders ask is usually too broad: "Should we use hosted APIs or self-host?" The better question is narrower: "Which workload deserves which model path?" A support summarizer, a code-review assistant,…...
Why timeout handling matters more than most backend logic
36+ min ago (379+ words) Most backend systems spend a lot of time optimizing business logic. Very few spend enough time handling timeouts correctly. But in production systems, bad timeout handling causes more instability than most application bugs. Because backend systems rarely fail instantly. And…...
A Replay Runbook For Missed Publishing Windows
36+ min ago (347+ words) Originally published on Tech Saa S Cloud When a scheduled post misses its window, the worst fix is often "publish it now." That response treats every post as equal. In reality, a public-sector service notice, a fintech product announcement, and…...
I got tired of writing post-mortems " so I built RCAi for SREs
1+ hour, 1+ min ago (88+ words) I'm an SRE at Sony Interactive Entertainment. After a week where my teammate had four incidents (and four RCAs), I built something for the blank-page problem after every outage. RCAi turns an incident timeline into a structured post-mortem / RCA: Free:…...
Production Lab: ECS Fargate + Prometheus + Grafana + Loki + Alloy + Node Exporter
1+ hour, 20+ min ago (254+ words) You will build this architecture: Officially, ECS Fargate tasks use task execution roles for ECS actions like pulling images/logging, and task roles for application AWS permissions. (AWS Documentation) Alloy supports ECS/Fargate container metrics using the ECS Task Metadata…...
Managing multiple docker hub accounts using docker-use
1+ hour, 29+ min ago (401+ words) I didn't want those RC images sitting in my work namespace. So for the first time, I actually needed to switch Docker Hub accounts on my machine, and there isn't a good way to do it. The official answer is…...
mkdev: trusted HTTPS for localhost, mapped by name
1+ hour, 59+ min ago (30+ words) A single Go binary that maps https: //myapp. local " localhost: 3000 with a real, system-trusted cert. No per-project config, no browser warnings. Tagged with go, webdev, devtools, cli....
The White House is asking for $9 billion to buy AI chips for spies.
8+ hour, 48+ min ago (224+ words) The New York Times reports the CIA and the NSA lack the computing capacity to run the latest AI models. The White House has approved a request for $9 billion to buy cutting-edge chips and build infrastructure to support Nvidia's Grace…...
Deployment using all three Kubernetes probes
3+ hour, 10+ min ago (19+ words) Full Example YAML Here's a deployment using all three Kubernetes probes: containers: .. . Tagged with devops, kubernetes, monitoring, tutorial....